Reproducible Data Pipelines: Idempotency, Lineage, and Backfills

A practical two-hour session on Reproducible Data Pipelines, focused on Idempotency, Lineage, and Backfills. Attendees work through concrete engineering tradeoffs, review examples, and leave with a checklist they can apply in real team projects.

Audience: entry-level and intermediate developers who want a practical engineering session, not a language tour.

Outcomes:

• Explain the practical boundaries of Reproducible Data Pipelines
• Apply Idempotency in a small working example
• Apply Lineage in a small working example
• Apply and Backfills in a small working example

Format: two hours with a short framing walkthrough, a concrete example, discussion of tradeoffs, and a closing checklist for practice.